{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\anish\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\statsmodels\\tools\\_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
      "  import pandas.util.testing as tm\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "pd.set_option('display.float_format', lambda x: '%.4f' % x)\n",
    "import seaborn as sns\n",
    "sns.set_context(\"paper\", font_scale=1.3)\n",
    "sns.set_style('white')\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "from time import time\n",
    "import matplotlib.ticker as tkr\n",
    "from scipy import stats\n",
    "from statsmodels.tsa.stattools import adfuller\n",
    "from sklearn import preprocessing\n",
    "from statsmodels.tsa.stattools import pacf\n",
    "%matplotlib inline\n",
    "\n",
    "import math\n",
    "import keras\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense\n",
    "from keras.layers import LSTM\n",
    "from keras.layers import Dropout\n",
    "from keras.layers import *\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.metrics import mean_absolute_error\n",
    "from keras.callbacks import EarlyStopping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rows and columns: (2075259, 9)\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Time</th>\n",
       "      <th>Global_active_power</th>\n",
       "      <th>Global_reactive_power</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Global_intensity</th>\n",
       "      <th>Sub_metering_1</th>\n",
       "      <th>Sub_metering_2</th>\n",
       "      <th>Sub_metering_3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16/12/2006</td>\n",
       "      <td>17:24:00</td>\n",
       "      <td>4.216</td>\n",
       "      <td>0.418</td>\n",
       "      <td>234.840</td>\n",
       "      <td>18.400</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>17.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>16/12/2006</td>\n",
       "      <td>17:25:00</td>\n",
       "      <td>5.360</td>\n",
       "      <td>0.436</td>\n",
       "      <td>233.630</td>\n",
       "      <td>23.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>16.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>16/12/2006</td>\n",
       "      <td>17:26:00</td>\n",
       "      <td>5.374</td>\n",
       "      <td>0.498</td>\n",
       "      <td>233.290</td>\n",
       "      <td>23.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.000</td>\n",
       "      <td>17.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>16/12/2006</td>\n",
       "      <td>17:27:00</td>\n",
       "      <td>5.388</td>\n",
       "      <td>0.502</td>\n",
       "      <td>233.740</td>\n",
       "      <td>23.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>17.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>16/12/2006</td>\n",
       "      <td>17:28:00</td>\n",
       "      <td>3.666</td>\n",
       "      <td>0.528</td>\n",
       "      <td>235.680</td>\n",
       "      <td>15.800</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>17.0000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date      Time Global_active_power Global_reactive_power  Voltage  \\\n",
       "0  16/12/2006  17:24:00               4.216                 0.418  234.840   \n",
       "1  16/12/2006  17:25:00               5.360                 0.436  233.630   \n",
       "2  16/12/2006  17:26:00               5.374                 0.498  233.290   \n",
       "3  16/12/2006  17:27:00               5.388                 0.502  233.740   \n",
       "4  16/12/2006  17:28:00               3.666                 0.528  235.680   \n",
       "\n",
       "  Global_intensity Sub_metering_1 Sub_metering_2  Sub_metering_3  \n",
       "0           18.400          0.000          1.000         17.0000  \n",
       "1           23.000          0.000          1.000         16.0000  \n",
       "2           23.000          0.000          2.000         17.0000  \n",
       "3           23.000          0.000          1.000         17.0000  \n",
       "4           15.800          0.000          1.000         17.0000  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv('household_power_consumption.txt', delimiter=';')\n",
    "print('Number of rows and columns:', df.shape)\n",
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2049280, 7)\n",
      "2006-12-16 17:24:00\n",
      "2010-12-11 23:59:00\n"
     ]
    },
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_time</th>\n",
       "      <th>Global_active_power</th>\n",
       "      <th>year</th>\n",
       "      <th>quarter</th>\n",
       "      <th>month</th>\n",
       "      <th>day</th>\n",
       "      <th>weekday</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2049275</th>\n",
       "      <td>2010-12-11 23:55:00</td>\n",
       "      <td>0.6900</td>\n",
       "      <td>2010</td>\n",
       "      <td>4</td>\n",
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       "      <td>11</td>\n",
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       "      <td>2010-12-11 23:56:00</td>\n",
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       "      <td>0.6880</td>\n",
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       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2049278</th>\n",
       "      <td>2010-12-11 23:58:00</td>\n",
       "      <td>0.6880</td>\n",
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       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
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       "      <th>2049279</th>\n",
       "      <td>2010-12-11 23:59:00</td>\n",
       "      <td>0.6880</td>\n",
       "      <td>2010</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  date_time  Global_active_power  year  quarter  month  day  \\\n",
       "2049275 2010-12-11 23:55:00               0.6900  2010        4     12   11   \n",
       "2049276 2010-12-11 23:56:00               0.6880  2010        4     12   11   \n",
       "2049277 2010-12-11 23:57:00               0.6880  2010        4     12   11   \n",
       "2049278 2010-12-11 23:58:00               0.6880  2010        4     12   11   \n",
       "2049279 2010-12-11 23:59:00               0.6880  2010        4     12   11   \n",
       "\n",
       "         weekday  \n",
       "2049275        0  \n",
       "2049276        0  \n",
       "2049277        0  \n",
       "2049278        0  \n",
       "2049279        0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['date_time'] = pd.to_datetime(df['Date'] + ' ' + df['Time'])\n",
    "df['Global_active_power'] = pd.to_numeric(df['Global_active_power'], errors='coerce')\n",
    "df = df.dropna(subset=['Global_active_power'])\n",
    "df['date_time']=pd.to_datetime(df['date_time']) \n",
    "df['year'] = df['date_time'].apply(lambda x: x.year)\n",
    "df['quarter'] = df['date_time'].apply(lambda x: x.quarter)\n",
    "df['month'] = df['date_time'].apply(lambda x: x.month)\n",
    "df['day'] = df['date_time'].apply(lambda x: x.day)\n",
    "df=df.loc[:,['date_time','Global_active_power', 'year','quarter','month','day']]\n",
    "df.sort_values('date_time', inplace=True, ascending=True)\n",
    "df = df.reset_index(drop=True)\n",
    "df[\"weekday\"]=df.apply(lambda row: row[\"date_time\"].weekday(),axis=1)\n",
    "df[\"weekday\"] = (df[\"weekday\"] < 5).astype(int)\n",
    "print(df.shape)\n",
    "print(df.date_time.min())\n",
    "print(df.date_time.max())\n",
    "df.tail(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1=df.loc[:,['date_time','Global_active_power']]\n",
    "df1.set_index('date_time',inplace=True)\n",
    "df1.plot(figsize=(12,5))\n",
    "plt.ylabel('Global active power')\n",
    "plt.legend().set_visible(False)\n",
    "plt.tight_layout()\n",
    "plt.title('Global Active Power Time Series')\n",
    "sns.despine(top=True)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Global_active_power</th>\n",
       "      <td>2049280.0000</td>\n",
       "      <td>1.0916</td>\n",
       "      <td>1.0573</td>\n",
       "      <td>0.0760</td>\n",
       "      <td>0.3080</td>\n",
       "      <td>0.6020</td>\n",
       "      <td>1.5280</td>\n",
       "      <td>11.1220</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           count   mean    std    min    25%    50%    75%  \\\n",
       "Global_active_power 2049280.0000 1.0916 1.0573 0.0760 0.3080 0.6020 1.5280   \n",
       "\n",
       "                        max  \n",
       "Global_active_power 11.1220  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,6))\n",
    "plt.subplot(1,2,1)\n",
    "df['Global_active_power'].hist(bins=50)\n",
    "plt.title('Global Active Power Distribution')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "stats.probplot(df['Global_active_power'], plot=plt);\n",
    "df1.describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1152 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(18,16))\n",
    "fig.subplots_adjust(hspace=.4)\n",
    "ax1 = fig.add_subplot(5,1,1)\n",
    "ax1.plot(df1['Global_active_power'].resample('D').mean(),linewidth=1)\n",
    "ax1.set_title('Mean Global active power resampled over day')\n",
    "ax1.tick_params(axis='both', which='major')\n",
    "\n",
    "ax2 = fig.add_subplot(5,1,2, sharex=ax1)\n",
    "ax2.plot(df1['Global_active_power'].resample('W').mean(),linewidth=1)\n",
    "ax2.set_title('Mean Global active power resampled over week')\n",
    "ax2.tick_params(axis='both', which='major')\n",
    "\n",
    "ax3 = fig.add_subplot(5,1,3, sharex=ax1)\n",
    "ax3.plot(df1['Global_active_power'].resample('M').mean(),linewidth=1)\n",
    "ax3.set_title('Mean Global active power resampled over month')\n",
    "ax3.tick_params(axis='both', which='major')\n",
    "\n",
    "ax4  = fig.add_subplot(5,1,4, sharex=ax1)\n",
    "ax4.plot(df1['Global_active_power'].resample('Q').mean(),linewidth=1)\n",
    "ax4.set_title('Mean Global active power resampled over quarter')\n",
    "ax4.tick_params(axis='both', which='major')\n",
    "\n",
    "ax5  = fig.add_subplot(5,1,5, sharex=ax1)\n",
    "ax5.plot(df1['Global_active_power'].resample('A').mean(),linewidth=1)\n",
    "ax5.set_title('Mean Global active power resampled over year')\n",
    "ax5.tick_params(axis='both', which='major');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,8))\n",
    "plt.subplot(2,2,1)\n",
    "df.groupby('year').Global_active_power.agg('mean').plot()\n",
    "plt.xlabel('')\n",
    "plt.title('Mean Global active power by Year')\n",
    "\n",
    "plt.subplot(2,2,2)\n",
    "df.groupby('quarter').Global_active_power.agg('mean').plot()\n",
    "plt.xlabel('')\n",
    "plt.title('Mean Global active power by Quarter')\n",
    "\n",
    "plt.subplot(2,2,3)\n",
    "df.groupby('month').Global_active_power.agg('mean').plot()\n",
    "plt.xlabel('')\n",
    "plt.title('Mean Global active power by Month')\n",
    "\n",
    "plt.subplot(2,2,4)\n",
    "df.groupby('day').Global_active_power.agg('mean').plot()\n",
    "plt.xlabel('')\n",
    "plt.title('Mean Global active power by Day');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 15 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.pivot_table(df.loc[df['year'] != 2006], values = \"Global_active_power\", columns = \"year\", index = \"month\").plot(subplots = True, figsize=(12, 12), layout=(3, 5), sharey=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = df.Global_active_power.values #numpy.ndarray\n",
    "dataset = dataset.astype('float32')\n",
    "dataset = np.reshape(dataset, (-1, 1))\n",
    "scaler = MinMaxScaler(feature_range=(0, 1))\n",
    "dataset = scaler.fit_transform(dataset)\n",
    "train_size = int(len(dataset) * 0.80)\n",
    "test_size = len(dataset) - train_size\n",
    "train, test = dataset[0:train_size,:], dataset[train_size:len(dataset),:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert an array of values into a dataset matrix\n",
    "def create_dataset(dataset, look_back=1):\n",
    "    X, Y = [], []\n",
    "    for i in range(len(dataset)-look_back-1):\n",
    "        a = dataset[i:(i+look_back), 0]\n",
    "        X.append(a)\n",
    "        Y.append(dataset[i + look_back, 0])\n",
    "    return np.array(X), np.array(Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# reshape into X=t and Y=t+1\n",
    "look_back = 30\n",
    "X_train, Y_train = create_dataset(train, look_back)\n",
    "X_test, Y_test = create_dataset(test, look_back)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# reshape input to be [samples, time steps, features]\n",
    "X_train = np.reshape(X_train, (X_train.shape[0], 1, X_train.shape[1]))\n",
    "X_test = np.reshape(X_test, (X_test.shape[0], 1, X_test.shape[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/5\n",
      "23420/23420 [==============================] - 229s 10ms/step - loss: 7.6586e-04 - val_loss: 4.2843e-04\n",
      "Epoch 2/5\n",
      "23420/23420 [==============================] - 225s 10ms/step - loss: 6.6498e-04 - val_loss: 4.5406e-04\n",
      "Epoch 3/5\n",
      "23420/23420 [==============================] - 238s 10ms/step - loss: 6.5515e-04 - val_loss: 4.7519e-04\n",
      "Epoch 4/5\n",
      "23420/23420 [==============================] - 242s 10ms/step - loss: 6.4707e-04 - val_loss: 4.6424e-04\n",
      "Epoch 5/5\n",
      "23420/23420 [==============================] - 233s 10ms/step - loss: 6.4350e-04 - val_loss: 4.5596e-04\n",
      "Model: \"sequential_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "lstm_1 (LSTM)                (None, 100)               52400     \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 100)               0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 1)                 101       \n",
      "=================================================================\n",
      "Total params: 52,501\n",
      "Trainable params: 52,501\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model = Sequential()\n",
    "model.add(LSTM(100, input_shape=(X_train.shape[1], X_train.shape[2])))\n",
    "model.add(Dropout(0.2))\n",
    "model.add(Dense(1))\n",
    "model.compile(loss='mean_squared_error', optimizer='adam')\n",
    "\n",
    "history = model.fit(X_train, Y_train, epochs=5, batch_size=70, validation_data=(X_test, Y_test), \n",
    "                    callbacks=[EarlyStopping(monitor='val_loss', patience=10)], verbose=1, shuffle=False)\n",
    "\n",
    "# Training Phase\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Mean Absolute Error: 0.1297322176199321\n",
      "Train Root Mean Squared Error: 0.27995136901219553\n",
      "Test Mean Absolute Error: 0.11909772486812512\n",
      "Test Root Mean Squared Error: 0.23586816479594575\n"
     ]
    }
   ],
   "source": [
    "# make predictions\n",
    "train_predict = model.predict(X_train)\n",
    "test_predict = model.predict(X_test)\n",
    "# invert predictions\n",
    "train_predict = scaler.inverse_transform(train_predict)\n",
    "Y_train = scaler.inverse_transform([Y_train])\n",
    "test_predict = scaler.inverse_transform(test_predict)\n",
    "Y_test = scaler.inverse_transform([Y_test])\n",
    "\n",
    "print('Train Mean Absolute Error:', mean_absolute_error(Y_train[0], train_predict[:,0]))\n",
    "print('Train Root Mean Squared Error:',np.sqrt(mean_squared_error(Y_train[0], train_predict[:,0])))\n",
    "print('Test Mean Absolute Error:', mean_absolute_error(Y_test[0], test_predict[:,0]))\n",
    "print('Test Root Mean Squared Error:',np.sqrt(mean_squared_error(Y_test[0], test_predict[:,0])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,4))\n",
    "plt.plot(history.history['loss'], label='Train Loss')\n",
    "plt.plot(history.history['val_loss'], label='Test Loss')\n",
    "plt.title('model loss')\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('epochs')\n",
    "plt.legend(loc='upper right')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aa=[x for x in range(200)]\n",
    "plt.figure(figsize=(8,4))\n",
    "plt.plot(aa, Y_test[0][:200], marker='.', label=\"actual\")\n",
    "plt.plot(aa, test_predict[:,0][:200], 'r', label=\"prediction\")\n",
    "# plt.tick_params(left=False, labelleft=True) #remove ticks\n",
    "plt.tight_layout()\n",
    "sns.despine(top=True)\n",
    "plt.subplots_adjust(left=0.07)\n",
    "plt.ylabel('Global_active_power', size=15)\n",
    "plt.xlabel('Time step', size=15)\n",
    "plt.legend(fontsize=15)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
